{"product_id":"early-soft-error-reliability-assessment-of-convolutional-neural-networks-executing-on-resource-constrained-iot-edge-devices-von-geancarlo-abich-luciano-ost-und-ricardo-reis","title":"Early Soft Error Reliability Assessment of Convolutional Neural Networks Executing on Resource-Constrained IoT Edge Devices","description":"\n                                \n                \u003cp\u003eThis book describes an extensive and consistent soft error assessment of convolutional neural network (CNN) models from different domains through more than 14.8 million fault injections, considering different precision bit-width configurations, optimization parameters, and processor models. The authors also evaluate the relative performance, memory utilization, and soft error reliability trade-offs analysis of different CNN models considering a compiler-based technique w.r.t. traditional redundancy approaches.\u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031185984\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783031186011\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Hardcover - 9783031185984","offer_id":40855278190685,"sku":"9783031185984","price":85.59,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9783031186011","offer_id":47483389280581,"sku":"9783031186011","price":85.59,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/8b15ba4d-ac44-46b6-86a0-c41b7c054e64.jpg?v=1775192108","url":"https:\/\/shop.autorenwelt.de\/products\/early-soft-error-reliability-assessment-of-convolutional-neural-networks-executing-on-resource-constrained-iot-edge-devices-von-geancarlo-abich-luciano-ost-und-ricardo-reis","provider":"Autorenwelt Shop","version":"1.0","type":"link"}